Introduction to Word Vectors

Julia Flanders

2019-04-01

  1. A Road Map
  2. Corpus and model
  3. Parameters
  4. Window
  5. Iterations
  6. Vectors: a first look
  7. Cosine Similarity
  8. Querying
  9. Clustering
  10. Clustering
  11. Clusters
  12. Vector Math 1
  13. Vector Math 2
  14. Validation
  15. Circling back: another look at vectors
  16. Vectors, more...
  17. Vectors, way more...
  18. Negative sampling
  19. Embedding (semi-technical)
  20. Embedding (metaphorical)
  21. The word vector process: Data preparation
  22. The word vector process: Training the model
  23. The word vector process: Iteration and refinement
  24. The word vector process: Querying and research
  25. Tools for word embedding models
  26. Discussion and questions
Introduction to Word Vectors